{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Implementing the Partial Convolution Layer\n",
    "One of the pillars of the paper is the partial convolution layer, which we'll have to implement in Keras. We'll base the new layer off the current Convolution2D layer already in Keras, and then introduce the mask, so that in our PConv2D layer a tuple of (img, mask) is passed, and a tuple of (conv_img, conv_mask) is returned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from copy import deepcopy\n",
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from keras.layers import Input, Dense, ZeroPadding2D\n",
    "from keras.models import Model\n",
    "\n",
    "# Change to root path\n",
    "if os.path.basename(os.getcwd()) != 'PConv-Keras':\n",
    "    os.chdir('..')\n",
    "\n",
    "# Import modules from libs/ directory\n",
    "from libs.pconv_layer import PConv2D\n",
    "from libs.util import MaskGenerator\n",
    "\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "??PConv2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing\n",
    "\n",
    "## Load Data\n",
    "Just loading a sample image and randomly generated mask on top."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(639, 960, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of image is: (639, 960, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load image\n",
    "img = cv2.imread('./data/sample_image.jpg')\n",
    "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "shape = img.shape\n",
    "print(f\"Shape of image is: {shape}\")\n",
    "\n",
    "# Instantiate mask generator\n",
    "mask_generator = MaskGenerator(shape[0], shape[1], 3, rand_seed=42)\n",
    "\n",
    "# Load mask\n",
    "mask = mask_generator.sample()\n",
    "\n",
    "# Image + mask\n",
    "masked_img = deepcopy(img)\n",
    "masked_img[mask==0] = 255\n",
    "\n",
    "# Show side by side\n",
    "_, axes = plt.subplots(1, 3, figsize=(20, 5))\n",
    "axes[0].imshow(img)\n",
    "axes[1].imshow(mask*255)\n",
    "axes[2].imshow(masked_img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implement Model\n",
    "Next we implement a simple model with several subsequent PConv layers, while saving all the outputs (for validation that the layer does what we expect it to)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 639, 960, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "input_2 (InputLayer)            (None, 639, 960, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_1 (PConv2D)            [(None, 320, 480, 8) 1184        input_1[0][0]                    \n",
      "                                                                 input_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_2 (PConv2D)            [(None, 160, 240, 16 3216        p_conv2d_1[0][0]                 \n",
      "                                                                 p_conv2d_1[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_3 (PConv2D)            [(None, 80, 120, 32) 12832       p_conv2d_2[0][0]                 \n",
      "                                                                 p_conv2d_2[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_4 (PConv2D)            [(None, 40, 60, 64), 18496       p_conv2d_3[0][0]                 \n",
      "                                                                 p_conv2d_3[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_5 (PConv2D)            [(None, 20, 30, 64), 36928       p_conv2d_4[0][0]                 \n",
      "                                                                 p_conv2d_4[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_6 (PConv2D)            [(None, 10, 15, 64), 36928       p_conv2d_5[0][0]                 \n",
      "                                                                 p_conv2d_5[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_7 (PConv2D)            [(None, 5, 8, 64), ( 36928       p_conv2d_6[0][0]                 \n",
      "                                                                 p_conv2d_6[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_8 (PConv2D)            [(None, 3, 4, 64), ( 36928       p_conv2d_7[0][0]                 \n",
      "                                                                 p_conv2d_7[0][1]                 \n",
      "==================================================================================================\n",
      "Total params: 183,440\n",
      "Trainable params: 183,440\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from libs.pconv_layer import PConv2D\n",
    "\n",
    "# Input images and masks\n",
    "input_img = Input(shape=(shape[0], shape[1], shape[2],))\n",
    "input_mask = Input(shape=(shape[0], shape[1], shape[2],))\n",
    "output_img, output_mask1 = PConv2D(8, kernel_size=(7,7), strides=(2,2))([input_img, input_mask])\n",
    "output_img, output_mask2 = PConv2D(16, kernel_size=(5,5), strides=(2,2))([output_img, output_mask1])\n",
    "output_img, output_mask3 = PConv2D(32, kernel_size=(5,5), strides=(2,2))([output_img, output_mask2])\n",
    "output_img, output_mask4 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask3])\n",
    "output_img, output_mask5 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask4])\n",
    "output_img, output_mask6 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask5])\n",
    "output_img, output_mask7 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask6])\n",
    "output_img, output_mask8 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask7])\n",
    "\n",
    "# Create model\n",
    "model = Model(\n",
    "    inputs=[input_img, input_mask], \n",
    "    outputs=[\n",
    "        output_img, output_mask1, output_mask2, \n",
    "        output_mask3, output_mask4, output_mask5,\n",
    "        output_mask6, output_mask7, output_mask8\n",
    "    ])\n",
    "model.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "# Show summary of the model\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check mask layer updates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Mask Shape: (1, 639, 960, 3) - Max value in mask: 1\n"
     ]
    }
   ],
   "source": [
    "formatted_img = np.expand_dims(masked_img, 0) / 255\n",
    "formatted_mask = np.expand_dims(mask, 0)\n",
    "print(f\"Original Mask Shape: {formatted_mask.shape} - Max value in mask: {np.max(formatted_mask)}\")\n",
    "\n",
    "output_img, o1, o2, o3, o4, o5, o6, o7, o8 = model.predict([formatted_img, formatted_mask])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, axes = plt.subplots(2, 4, figsize=(20, 10))\n",
    "axes[0][0].imshow(o1[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][1].imshow(o2[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][2].imshow(o3[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][3].imshow(o4[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][0].imshow(o5[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][1].imshow(o6[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][2].imshow(o7[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][3].imshow(o8[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][0].set_title(f\"Shape: {o1.shape}\")\n",
    "axes[0][1].set_title(f\"Shape: {o2.shape}\")\n",
    "axes[0][2].set_title(f\"Shape: {o3.shape}\")\n",
    "axes[0][3].set_title(f\"Shape: {o4.shape}\")\n",
    "axes[1][0].set_title(f\"Shape: {o5.shape}\")\n",
    "axes[1][1].set_title(f\"Shape: {o6.shape}\")\n",
    "axes[1][2].set_title(f\"Shape: {o7.shape}\")\n",
    "axes[1][3].set_title(f\"Shape: {o8.shape}\")\n",
    "plt.show()"
   ]
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    "This looks exactly like it's supposed to - the further down we do in the network, the less significant the masking gets."
   ]
  }
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